fix(build): cap default build parallelism by available memory to prevent OOM

build.py

@@ -106,6 +106,51 @@
         log(msg, force=True)
 
 
+def usable_cpu_count():
+    # Honor CPU affinity / cgroup pinning where available (Linux); fall back to
+    # the logical core count on platforms without sched_getaffinity.
+    try:
+        return len(os.sched_getaffinity(0))
+    except AttributeError:
+        return multiprocessing.cpu_count() or 1
+
+
+def available_memory_gb():
+    # Best-effort available RAM in GiB, or None if it cannot be determined.
+    # Reads MemAvailable from /proc/meminfo (Linux); returns None elsewhere so
+    # callers fall back to a CPU-only parallelism default.
+    try:
+        with open("/proc/meminfo") as f:
+            for line in f:
+                if line.startswith("MemAvailable:"):
+                    return int(line.split()[1]) / (1024 * 1024)
+    except (OSError, ValueError, IndexError):
+        pass
+    return None
+
+
+def default_build_parallel():
+    # Triton is memory-heavy C++/CUDA: template-dense translation units routinely
+    # peak at 1-2+ GB RAM per compiler process, so blindly using N (or 2*N) cores
+    # can invoke the OOM killer. Cap parallelism so each job has ~2 GB headroom.
+    mem_gb_per_job = 2.0
+    jobs = usable_cpu_count()
+
+    mem_gb = available_memory_gb()
+    if mem_gb is not None:
+        mem_cap = max(1, int(mem_gb // mem_gb_per_job))
+        if mem_cap < jobs:
+            log(
+                "Limiting build parallelism to {} (from {} usable cores) so each "
+                "compile job has ~{:.0f} GB of RAM; {:.1f} GB available.".format(
+                    mem_cap, jobs, mem_gb_per_job, mem_gb
+                )
+            )
+        jobs = min(jobs, mem_cap)
+
+    return max(1, jobs)
+
+
 def fail(msg):
     fail_if(True, msg)
 
@@ -2340,7 +2385,9 @@
         type=int,
         required=False,
         default=None,
-        help="Build parallelism. Defaults to 2 * number-of-cores.",
+        help="Build parallelism. Defaults to the usable core count, "
+        "capped so each parallel compile job has ~2 GB of RAM headroom "
+        "to avoid out-of-memory build failures.",
     )
 
     parser.add_argument(
@@ -2663,7 +2710,7 @@
         os.environ.setdefault("TRITON_RELEASE_VERSION", FLAGS.version)
 
     if FLAGS.build_parallel is None:
-        FLAGS.build_parallel = multiprocessing.cpu_count() * 2
+        FLAGS.build_parallel = default_build_parallel()
 
     log("Building Triton Inference Server")
     log("platform {}".format(target_platform()))